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Scalable Pattern Sharing on Event Streams

Summary: SPASS optimizes CEP workloads by spotting time-based pattern sharing, yielding a polynomial-time plan with optimality bound. Runtime uses stream transactions for concurrent maintenance and reuse of sub-patterns; achieves 16x speedups vs state-of-the-art. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5139
Venue
SIGMOD
Year
2016
Pagerank
6.5338454e-05
Overall Rank
4,012 | 72.12%
DOI
10.1145/2882903.2882947

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
4,456 Real-Time Multi-Pattern Detection over Event Streams 2019 SIGMOD 6.1644341e-05
5,049 High-Performance Row Pattern Recognition Using Joins 2023 VLDB 5.7275467e-05
5,091 Join Query Optimization Techniques for Complex Event Processing Applications 2018 VLDB 5.7010894e-05
5,501 To Share, or not to Share Online Event Trend Aggregation Over Bursty Event Streams 2021 SIGMOD 5.4731481e-05
6,269 DARLING: Data-Aware Load Shedding in Complex Event Processing Systems 2022 VLDB 5.1286118e-05
6,592 Complete Event Trend Detection in High-Rate Event Streams 2017 SIGMOD 4.9959015e-05
6,782 Gloria: Graph-based Sharing Optimizer for Event Trend Aggregation 2022 SIGMOD 4.9221723e-05
6,789 Index-Accelerated Pattern Matching in Event Stores 2021 SIGMOD 4.9206048e-05
7,679 CORE: a Complex Event Recognition Engine 2022 VLDB 4.676558e-05
8,530 HYPERSONIC: A Hybrid Parallelization Approach for Scalable Complex Event Processing 2022 SIGMOD 4.4893996e-05
8,583 A-Tree: A Dynamic Data Structure for Efficiently Indexing Arbitrary Boolean Expressions 2021 SIGMOD 4.4859208e-05
8,729 T-ReX: Optimizing Pattern Search on Time Series 2023 SIGMOD 4.4530689e-05
9,144 EIRES: Efficient Integration of Remote Data in Event Stream Processing 2021 SIGMOD 4.3810125e-05
9,419 MuSE Graphs for Flexible Distribution of Event Stream Processing in Networks 2021 SIGMOD 4.3399748e-05
9,490 INEv: In-Network Evaluation for Event Stream Processing 2023 SIGMOD 4.3300131e-05
10,342 Sharp: Shared State Reduction for Efficient Matching of Sequential Patterns 2026 VLDB 4.1905499e-05
10,959 DecoPa: Query Decomposition for Parallel Complex Event Processing 2024 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 25 of 25 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
41 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00073944756
140 Predicate Migration: Optimizing Queries with Expensive Predicates 1993 SIGMOD 0.00042289025
143 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041688468
179 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.00037637319
244 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00031037999
259 High-Performance Complex Event Processing over Streams 2006 SIGMOD 0.00030155645
585 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00019682634
772 Efficient Pattern Matching over Event Streams 2008 SIGMOD 0.00016790632
934 SharedDB: Killing One Thousand Queries With One Stone 2012 VLDB 0.00015201246
945 Cayuga: A General Purpose Event Monitoring System 2007 CIDR 0.0001512921
1,023 Materialized View Selection for Multidimensional Datasets* 1998 VLDB 0.00014601981
1,110 Materialized View Selection and Maintenance Using Multi-Query Optimization 2001 SIGMOD 0.00013902997
1,287 Multiple Query Processing in Deductive Databases using Query Graphs 1986 VLDB 0.00012798692
1,417 ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events 2009 SIGMOD 0.00012084678
2,414 Towards a One Size Fits All Database Architecture 2011 CIDR 8.8572378e-05
2,828 Plan-based Complex Event Detection across Distributed Sources 2008 VLDB 8.0545975e-05
3,770 Dynamic Plan Migration for Continuous Queries Over Data Streams 2004 SIGMOD 6.7743365e-05
4,263 The Case for Precision Sharing 2004 VLDB 6.3014952e-05
4,810 Massively Multi-Query Join Processing in Publish/Subscribe Systems 2007 SIGMOD 5.9018713e-05
5,172 Active Complex Event Processing over Event Streams 2011 VLDB 5.6414491e-05
6,107 Crescando 2010 SIGMOD 5.2037634e-05
6,300 Rewriting Nested XML Queries Using Nested Views 2006 SIGMOD 5.1174095e-05
6,871 State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries 2006 VLDB 4.8966771e-05
6,880 E-Cube: Multi-Dimensional Event Sequence Analysis Using Hierarchical Pattern Query Sharing 2011 SIGMOD 4.8934688e-05
9,617 Complex Event Analytics: Online Aggregation of Stream Sequence Patterns 2014 SIGMOD 4.3135276e-05
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